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Vision-based system model for detecting violence against children

We present in this paper a machine learning model for detecting violence against children. This model, which uses skeletal data acquired by depth sensors achieved a high accuracy violence detection rate of 99.03 %. In sum, this research method presents: • First ML-based method for detecting most com...

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Detalles Bibliográficos
Autores principales: Hammami, Samir Marwan, Alhammami, Muhammad
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6938897/
https://www.ncbi.nlm.nih.gov/pubmed/31908989
http://dx.doi.org/10.1016/j.mex.2019.11.017
Descripción
Sumario:We present in this paper a machine learning model for detecting violence against children. This model, which uses skeletal data acquired by depth sensors achieved a high accuracy violence detection rate of 99.03 %. In sum, this research method presents: • First ML-based method for detecting most common child abuses, which keeps the privacy of people by using only skeleton joints data. • The model has only two classes (violent action, non-violent action). • The model can be a base for other researches and implementations in schools by school psychologists and counselors.